Meaning & use
explanatory variable
Last updated
Meaning
nouncountablemathematics
A variable that is used to predict or account for changes in another variable in a statistical model or study.
Grammar: A countable noun: a model may have several explanatory variables.
Patterns
- explanatory variable for something
In the study, hours of sleep was the explanatory variable and test score the response.
The model adds age as a second explanatory variable.
A scatter plot places the explanatory variable on the horizontal axis.
Word forms
| plural | explanatory variables |
|---|
Common combinations
- choose an explanatory variable
- Choose an explanatory variable before fitting the line.
- response and explanatory variable
- Label the response and explanatory variable on the graph.
- multiple explanatory variables
- The model includes multiple explanatory variables.
- categorical explanatory variable
- Gender is a categorical explanatory variable in the analysis.
Synonyms and how they differ
- independent variable
- Independent variable is used mostly in experiments, where the researcher controls it, while explanatory suits observational studies.
- predictor
- Predictor stresses forecasting an outcome, and is the common word in regression.
- regressor
- Regressor is more technical and mostly used in econometrics.
- covariate
- A covariate is usually an extra variable to adjust for, rather than the main one of interest.
Opposites
Word family
- explain verb
- to make clear or account for
- explanatory adjective
- serving to explain
- variable noun
- a quantity that can change
- variability noun
- the degree of change
Commonly confused: explanatory variable or response variable?
explanatory variable vs response variable
The response variable is the outcome being measured, while the explanatory variable is what is used to explain or predict it.
Practice
In a study of whether study time affects exam score, which is the explanatory variable?
Choose one answer.
Study time is used to explain or predict the outcome. The exam score is the response variable.
Make it your own
Write a sentence using “explanatory variable”, then check it and compare it with the examples above.